{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have 406 days 14:27:16.644000 worth of data for this one:\n",
      "Points=13335 Min=9.998645229 Max=9.9987483365 Mean=9.998714716811033 Std=2.7894896547943166e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"3458A\"]\n",
    "dut=\"ADRmu9\"\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"], unit='ms')\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "# Print some stats\n",
    "print(\"We have \"+str(raw.index.max() - raw.index.min())+\" worth of data for this one:\")\n",
    "print(\"Points=\"+str(raw[columns[1]].count())+\" \\\n",
    "Min=\"+str(raw[columns[1]].min())+\" \\\n",
    "Max=\"+str(raw[columns[1]].max())+\" \\\n",
    "Mean=\"+str(raw[columns[1]].mean())+\" \\\n",
    "Std=\"+str(raw[columns[1]].std()))\n",
    "\n",
    "# Conversion functions for secondary Y-axis\n",
    "def to_ppm(x):\n",
    "    return (x-raw[columns[1]].mean())/.00001\n",
    "\n",
    "def from_ppm(x):\n",
    "    return x*.00001+raw[columns[1]].mean()\n",
    "\n",
    "# Set up a plot\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='voltage (V)', title=dut+' vs HP 3458A')\n",
    "ax.plot(raw)\n",
    "\n",
    "# Set up a secondary Y-axis\n",
    "secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "secax.set_ylabel('deviation from mean (µV/V)')\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu3\n",
      "Both were measured on 206 days:\n",
      "Max diff=0.07543636150000133     Mean=0.0754107695514333     Std=1.8599589475842307e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu4\n",
      "Both were measured on 152 days:\n",
      "Max diff=0.00894696750000179     Mean=0.006655193359570947     Std=0.002505213849663005\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu1 vs ADRmu9\n",
      "Both were measured on 205 days:\n",
      "Max diff=0.0024593986249996647     Mean=0.002416219666521353     Std=1.8603295894080398e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu12\n",
      "Both were measured on 185 days:\n",
      "Max diff=0.027374996669642826     Mean=0.027283079053378182     Std=1.894925956159809e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu11\n",
      "Both were measured on 182 days:\n",
      "Max diff=0.02822762104464438     Mean=0.02815174744760587     Std=2.432051402990316e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu6\n",
      "Both were measured on 160 days:\n",
      "Max diff=0.0027944879999992622     Mean=0.002749102087499822     Std=1.3030905108248437e-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu15\n",
      "Both were measured on 143 days:\n",
      "Max diff=0.0008289250000004245     Mean=0.0007986659685315834     Std=7.589155697768639e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADRmu9 vs ADRmu20\n",
      "Both were measured on 57 days:\n",
      "Max diff=0.049005295000000615     Mean=0.048993392877193224     Std=6.2491276306555955e-06\n"
     ]
    },
    {
     "data": {
      "image/png": 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xK5dcAjzmPNYCA8wsqXui+zQlkyIiIiIibThSVsNf3svggomJnD4q3u/9LZuRTHpBOTvyjvm9L+lWIWa2ocnj1g7enwxkN3me4z0WEEomRURERETa8Id39lJT38j3F6d1S39LJg8lLDiIZzapEM8ppt45N6vJ4/4O3t/SkHjAhq+VTIqIiIiItCKjoIwn12XzhdOHM2pwdLf0GRsVynkTEnhpSx51DY3d0qf0CjnAsCbPU4CALa5VMikiIiIi0opfvbqbqNBgvnbe2G7td9mMFArLa1mZfqRb+5Ue7UXgOm9V17lAqXMuP1DBKJkUERERETmJNRmFvLO7gNvPGUN8dHi39n3WuMEMjArlmU253dqvBI6ZPQl8CIw3sxwzu9nMbjOz27yXvArsBzKAB4DbAxQqACGB7FxEREREpKdqbHTc/eoukgdEcuP81G7vPywkiKVTh/Lk+mxKq+qIjQzt9hikeznnrmnjvAO+2k3htEkjkyIiIiIiLXhucy478o7x3UXjiQgNDkgMy2akUFvfyGvbAjaTUeSklEyKiIiIiDRTVdvAvW/uYUpKLBdPGRqwOKakxDJqcD+e3ayprtLzKJkUEREREWnm4dUHyC+t5ocXTSAoqKXdGLqHmXH5jBTWHSgmu7gyYHGItETJpIiIiIhIE0XlNfzlvQwumJjI6aPiAx0Ol0zzjIw+p9FJ6WGUTIqIiIiINPGPtVlU1Dbw3UXjAx0KACkDo5g7Ko7nNufiqb8i0jMomRQRERER8aqpb+DxtZmcM34wYxJiAh3OCctmpHCgsILN2UcDHYrICUomRURERES8Xvw4j8LyGm5eMCrQoXzC4klDCA8J4tlNOYEOReQEJZMiIiIiIoBzjodXHyRtSAzzxwR+rWRTMRGhXHjaEF7emk9NfUOgwxEBlEyKiIiIiADw4f4iduUf46b5IzELXAXXk1k2I5mjlXW8t/tIoEMRAZRMioiIiIgA8PCqA8T3C2PptMDtK9maBWMGMSg6nOc2a6qr9AxKJkVERESkzztQWME7uwv4wtwRRIQGBzqcFoUEB3HptKG8u7uAkoraQIcjomRSREREROSR1QcIDQri2rkjAh1Kqy6bkUxdg+PlrXmBDkVEyaSIiIiI9G2lVXX8a2MOS6cNZXBMeKDDadXEpP6kDYnh2c25gQ5FRMmkiIiIiPRtT63LorK2gZvmjwx0KG0yM5bNSGZz1lH2HykPdDjSxymZFBEREZE+q76hkUfXHGTeqHgmDu0f6HDa5ZJpyQQZPKfRSQkwJZMiIiIi0me9vuMQeaXV3Lyg549KHpfYP4L5Ywbx3OZcGhtdoMORPkzJpIiIiIj0WQ+tOkBqfBTnpiUEOpQOuXxGCjklVaw/WBzoUKQPUzIpIiIiIn3SpqwSNmcd5cb5IwkKskCH0yEXnJZIVFhwt091zSyqoEGjoeKlZFJERERE+qSHVh2gf0QIn5uZEuhQOiwqLITFk5J4ZWs+1XUN3dLn0cpazvvf9/nvf23BOSWUomRSREREpM+qa2hke25pn0wMco9W8fr2Q1wzZzj9wkMCHU6nXD4jmbKaet7aebhb+ttfWEF9o+PZzbk8uuZgt/QpPZuSSREREZE+yDnHt5/ewpL/t4oHVx4IdDjd7jFvMnTdGakBjaMr5o6KJyk2otumumYVVQJw2tD+/OKVXaw7oPWafZ2SSREREZE+6Pdv7eXFLXmMGtSPu1/dxYtb8gIdUrepqKnnn+uyWDRpCMkDIgMdTqcFBRmXTk/m/b1HOFJW4/f+Mr3J5CM3zmFYXBS3P7GJQ6XVfu9Xei4lkyIiIiJ9zL835vDHdzO4atYwXv36QuaMjOPbT3/Mmn2FgQ6tW/x7Yw5l1fW9ajuQk1k2PZmGRtctHwZkFlcwpH8Eg2PC+du1M6msrecrT2ykpr571mxKz6NkUkRERKQPWbOvkDuf3cr8MfH84rJJRIQG88C1s0iN78eXH9vI7kPHAh2iXzU2Ov6++gDThw9gxvCBgQ6ny8YmxjA5OZbnNuf4va+sokqGx0cBMC4xhnuvmMrmrKP87KWdfu9beiYlkyIiIiJ9REZBGbc9vpHU+H785QszCQ32/CkYGxXKozfNISo8mOsfXkfu0aoAR+o/7+4u4GBRJTfN7/2jksctm5HM9txj7D1c5td+soorGREXdeL5RZOT+PJZo3jioyyeXp/t176lZ1IyKSIiItIHFJbXcOMj6wkLCeLhG2YTGxn6ifNDB0TyyI1zqKxp4IaH11FaWRegSP3roVUHGBobweJJQwIdis9cPHUowUHGs5v8V4inqraBgrIaRsRHfeL4f18wngVjBvGj57ezJfuo3/qXnknJpIiIiMgprrqugVse20DBsRoevH42w+KiWrxuQlJ//nbdTA4WVXDL4xu6bf/C7rIjr5QP9xdx/RmphASfOn8GD4oO5+xxg3l+cy4Njf7Z5iWr2FN8Z3h8v08cDwkO4o/XTGdwTDi3/WMjheX+LwQkPcep83+RiIiIiHxKY6NnC5CPs49y31XTmDZsQKvXnzF6EPdeMZV1B4r59tNbaPRTchIID686SFRYMFfPHh7oUHxu2YwUDh2r5sN9RX5pP7OoAoDhLXwQEdcvjL9dO5Piilru+Ocm6hsa/RKD9DxKJkVEREROYb99cw+vbMvnzsVpLJ6c1K57LpmWzA8uSuOVbfn8/JWdONf7E8qCsmpe2pLH52amEBsV2vYNvcx5ExKIiQjhWT8V4jk+MjniJKPak5JjufuyyazdX8w9r+32SwzS8yiZFBERETlFPbUui7+u2MfnTx/OLQtHdejeWxaO4sb5qfx99UEeXHnATxF2n3+szaKusZEbT6HCO01FhAazZEoSr28/RGVtvc/bzyyqJCYihAGtJOKfm5nCdfNG8OCqA6xMP+LzGKTnUTIpIiIicgpamX6EHz6/nbPGDeZnS0/DzDp0v5nx489O5KLJQ7j71V3dso+hv1TXNfDE2kzOS0tg5KB+bd/QSy2bkUJlbQNv7Djk87aziisZER/V5vvoh5+dwIj4KH764g7qNN31lKdkUkREROQUs+dQGbf/YxNjE6L50+end7rYTFCQ8bsrpzEnNY5vP/0xa/YV+jjS7vHCx7kUVdRy04JTc1TyuFkjBjIsLtIvVV0924K0nYiHhwTz489OZN+RCh5dc9DncUjPomRSRERE5BRSUFbNTY+sJzIsmIdvmE1MRNfWB0aEBvPAdbNIje/Hlx/byO5Dx3wUafdwzvHwqoOkDYlh3qj4QIfjV2bGZdNTWJVRyKHSap+129DoyCmpZHh8y+slmztvQgJnjRvMH95O50iZqrueypRMioiIiJwiqmob+NKjGyiuqOWh62czdECkT9qNjQrlkZvmEBUezA0PryfvaJVP2vUX5xwZBWU8/uFBbn18I3sOl3HzgpEdnurbG102PRnnPKOxvpJ3tIq6BtdiJdeWmBk/uXgi1fUN/OZ1FeM5lSmZFBERETkFNDQ6vrF8M9tyS/njNdOZnBLr0/aTB0TyyI1zqKip54a/r6O0ss6n7XeFc459R8p54qNM7vjnJmbf/Q6f+d0H/PiFHezILeW6eSO4ZFpyoMPsFiMH9WPG8AE8synHZ1V426rk2pLRg6O5af5I/rUxh4+zj/okDul5QgIdgIiIiIh03T2v7eKNHYf5yZKJnD8x0S99TEjqz9+uncn1f1/HLY9v4LGb5hARGuyXvlrjnCOzqJIP9xexdn8RH+4rosA7nTKxfzgLxsQzb3Q880YNYlhcZJ8YkWxq2YwUfvT8dnbkHWNSctc/VMgs8iST7Z3metwd547h2c25/M+LO3juK2cQFNS3/h36AiWTIiIiIr3c42szeWDlAa6fN4Ib56f6ta8zxgzi3ium8vWnPubbT2/h/10z3e9JgnOO7OIqT+LoTSDzvWsCB8eEM29UPHNHeRLI1HZUHD3VLZmSxE9f3MHr2w/5JpksriA02EiK7di06ZiIUL6/KI1v/2sLz2zK4YpZw7oci/QsSiZFREREerH39hTwPy9s57y0BH5ycce3AOmMS6Ylc/hYNb98dTeJ/SP4ycUTfd5HTkklH+4rYu3+YtbuLyLXu05zUHQYp4+KP5FAjh7cr88nj80NiApj/JAYtuT4ZnppdnElwwZGEdyJDw0um57MEx9l8uvX93DhpCH072JBKOlZlEyKiIiI9FI7845xxxObmJDUnz9eM71Tf+x31i0LR5FfWs3Dqw8wdEAEX1o4qkvtVdTU8+bOQ6zJKGLtgSKyiz3J48CoUOaOiufLZ41i7qh4xiZEK3lshykpsby2/RDOuS6/XplF7a/k2lxQkPHTpadxyZ9X88e30/nREt9/8CCBo2RSREREpBc6VOrZAiQmIpSHrp9Nv/Du/bPOzPjxZydy+Fg1v3hlFwn9I1g6dWiH28kuruTRNQdZviGbsup6YiNDOX1kHDfNH8m80fGMS4jRWrtOmJQcy5PrsskpqWJYBwrnNOecI6uoklkjBna6jSkpA7hq1jAeWXOQq+cMY0xCTKfbkp5FyaSIiIhIL1NRU8/Nj66nrLqOf912BkNiIwISR1CQ8bsrp1FYto7vPL2FQdFhnDF6UJv3OedYu7+Yv68+wNu7DmNmLJ40hOvPSGXm8IFKHn1gSvIAALbmlHYpmSyprKOspr5LbQB858LxvLItn7te2sljN83R6PIpQluDiIiIiPQiDY2Orz25mV35x/jT52cwcWj/gMYTERrMA9fNYkR8FF9+bCO7Dx076bXVdQ0sX5/F4j+s5JoH1rL+YDFfOXs0q753Dn/6/Axmp8YpkfSRcUOiCQsOYmtu19ZNZhZVADAivl+X2hkUHc63zh/HyvRC3tp5uEttSc+hZFJERESkF/n5yzt5Z3cBdy09jXPSEgIdDgCxUaE8ctMcosKDueHh9eR5i+Ucl19axW9e3828X73D957ZBsCvL5/Mh3eex39fmNbhKqHStvCQYNKSYtiWU9qldk7sMdnJNZNNfXHuCMYlRvPzV3ZSXdfQ5fYk8JRMioiIiPQSf199gEfWHOTmBSO5dl5qoMP5hOQBkTxy4xwqauq54e/rKK2qY2NmMV/95yYW/Po9/vr+PmanxvHkLXN57esLuWr28IDsUdmXTE6OZVtuKc65TreRdXyPyS5OcwUIDQ7ipxefRnZxFfd/sL/L7Ungac2kiIhIL9bQ6AgytP6oD3h752F+/vJOLpiYyA8umhDocFo0Iak/f7t2Jtf/fR0Lfv0uZdX1xESEcNP8VK6bl9rldXfSMVNSYnnioywyiypJHdS5aaqZxZUk9g/3WeJ/xphBXDR5CL97ay9r9hVy4/yRfGZCYrdWIhbf8evIpJktMrM9ZpZhZt9v4Xy4mS33nv/IzFKbnR9uZuVm9p0mx75uZtvNbIeZfaPJ8Tgze8vM0r1fB3qPm5n90dvHVjOb0eSe673Xp5vZ9U2OzzSzbd57/mj6DS0iIj1QVW0Dp//ybf7xUVagQxE/25ZTyn89uZlJybHcd/W0Hv2H9xljBnHfVdMZkxDNzy85jbV3nscPPztRiWQATD5ehCe381Nds4oqGRHXtfWSzf32c1P5/uI0sooq+fLjGznrt+/xwAf7Ka2q82k/4n9+SybNLBj4M7AYmAhcY2bNN5a5GShxzo0Bfg/8utn53wOvNWlzEnALMAeYCiwxs7He098H3nHOjQXe8T7H2/9Y7+NW4K/etuKA/wFO97b3P8cTUO81tza5b1HnXgURERH/2ZhZQmF5LU+tUzJ5Kss7WsXNj64nrl8YD14/i6iwnj+x7LNTknju9vlcOy+127cskf8YmxhNWEgQ23I6X4Qns7ii03tMnky/8BBuO2s0H3z3HP76hRkMjY3k7ld3Me9X7/Dj57eTUVDu0/7Ef/w5MjkHyHDO7XfO1QJPAZc0u+YS4FHv9/8Gzjs+CmhmlwL7gR1Nrp8ArHXOVTrn6oH3gctaaOtR4NImxx9zHmuBAWaWBFwIvOWcK3bOlQBvAYu85/o75z50ngnmjzVpS0REpMdYs68QgB15xzhQWBHgaMQfyqrruOmR9VTVNvDwDbNJiAnMFiDSO4UGBzExqT9bO1mEp7qugcPHanyyXo4pAiEAACAASURBVLIlIcFBLJ6cxNO3zePl/1rARZOTWL4+m8/87n2ue3gd7+0poLGx8+s9xf/8+VFRMpDd5HkOnlHAFq9xztWbWSkQb2ZVwPeA84HvNLl+O3C3mcUDVcBFwAbvuUTnXL63rXwzS2jeR5M4kts4ntPC8U8xs1vxjGCSmJjIihUrWrpMepHy8nL9O8pJ6f0hTfWE98Mbm6tIiDIKKh3/74XVLB0dFtB45D988f5oaHTct6mGvUUNfGtmOPm7N5K/2zfxSeB098+OeKthdVY97773HkEdXLmVW9YIQMXhTFasyPVHeJ+wZDCceWYE72XX8W5mITfuPcKQKOMzI0KZnxxCZEjPnd7dV/kzmWzpX7v5Rwsnu+Yu4PfOufKmyxWdc7vM7Nd4RhHLgS1AfSfj6OjxTx907n7gfoBZs2a5s88+u41QpKdbsWIF+neUk9H7Q5oK9PuhrLqOg2++xVfOGs1HB4rYcaye3519ZsDikU/q6vvDOcePnt/OtsIsfrVsMtfMGe674CSguvtnx5HobN7591aGnzabMQnRHbr37Z2HYfUGFi2YyfThA9u+wUeWArX1jby2PZ+HVx/kH7uO8sL+Rq6cPYzr56X6fNqtdJ4/p7nmAMOaPE8B8k52jZmFALFAMZ4RzN+Y2UHgG8APzOwOAOfcQ865Gc65M73XpnvbOuydoor3a0EbcbR2PKWNuEVERAJq/cFiGhodZ4yOZ8mUoew5XMbew2WBDkt85KFVB3jioyy+fNYoJZLSJVNSPEV4tuV2fN1k5ok9Jn1bgKc9wkKCuGRaMi98dT7P3n4G56Ql8Oiag5x173t86dENrMko7NKWJ+Ib/kwm1wNjzWykmYUBVwMvNrvmReB4FdXPAe961zYudM6lOudSgfuAXzrn/gRwfPqqmQ0HlgFPttDW9cALTY5f563qOhco9U6HfQO4wMwGegvvXAC84T1XZmZzves3r2vSloiISI+wJqOIsJAgZowYyOLJQwgyeHmLPvs8Fby+/RB3v7qLiyYP4XsXpgU6HOnlRg/uR2RoMNtyjnX43qyiCmLCQxgYFeqHyNpvxvCB/PGa6az63rl89ewxbMoq4fMPfsSi+1by5LosqmobAhpfX+a3ZNJbIOcOPEnbLuBp59wOM/uZmS31XvYQnjWSGcC3+E8F1tY8Y2Y7gZeAr3qL5wDcA5xvZul41lre4z3+Kp5CPhnAA8Dt3viKgZ/jSXrXAz/zHgP4CvCg9559NKkoKyIi0hN8uL+IGcMHEBEaTEJMBKePjOflrfn6pL6X+zj7KN9YvpmpKQP43ZXTCOrBW4BI7xASHMRpQ/t3emRyeHxUj9nHdkhsBN+5cDxrvn8uv/ncFIKCjDuf3ca8e97h16/vJu9oVaBD7HP8WqvZOfcqnmSu6bGfNPm+GriijTZ+2uz5wpNcVwSc18JxB3z1JPc8DDzcwvENwKTW4hIREQmUkopaduYf45ufGXfi2JKpSfzwue3szD/GaUNjAxiddFZ2cSVfenQ9g6LDefD6WT7bJF5kUnIsy9dn09DoOrRHaVZRJWlJMX6MrHMiQoO5ctYwrpiZwkcHinlk9UH+9v4+7v9gP4smDeHGM1KZOWJgj0mCT2X+nOYqIiIifvDRgSKcgzNGx584tnhSEsFBxstb8wMYmXRWaZVnC5Ca+kYeuXE2g6LDAx2SnEKmpMRSVdfAviPt37+xodGRXVLJMD9tC+ILZsbcUfH837Uzef+/z+HmBSNZufcIn/u/D1n6p9U8uymHmnpNgfUnJZMiIiK9zJp9RUSFBZ8orAEQ1y+MM0bH8/LWPE117WXqGhr56hObOFBYwd++OJMxCT1vJEh6tykpntkKHdlvMr+0iroGx4i47i++0xnD4qL4wUUTWPuD8/jFpZOoqmvgW09vYf49753Yk1d8T8mkiIhIL/PhviJmpcYRFvLJX+MXTx1KdnFVpzcol+7nnONHz21nVUYhv1w2mTPGDAp0SHIKGjkomn5hwWzLOUpZdR1v7DjED57bxrK/rCb3JOsMs05Ucu25I5MtiQoL4YtzR/DWN8/k8ZvnMG3YAMYM7tiWKNJ+fl0zKSIiIr5VUFZNekE5l89M+dS5CycO4YfB23h5ax5Thw1o4W7paf76/j6Wb8jmjnPGcOWsYW3fINIJwUHGacmxPL0hhyc+yqK+0REZGkxVXQOr0o9w1exPbz+TVeRJJof34GmurTEzFo4dzMKxgwMdyilNI5MiIiK9yIf7ioBPrpc8LjYqlDPHDuaVrfk0Nmqqa0/38tY8fvP6HpZOHcq3LxjX9g0iXbBsejLjEqO55cxRPHXrXDb/5HwiQoPYe7jldZSZxZWEBhtDB0R2c6TSm2hkUkREpBdZu7+ImIiQk1ZsXTI1iXd2F7Apq4RZqXHdHJ2018bMEr719BZmjRjIbz43RVUnxe+unjOcq+d8cgRyTEI0ew+XtXh9VlElKQOjOlT9VfoeJZMiIiK9yJp9RZw+Mv6kf+B9ZkIiYSFBvLw1X8lkD+Gco7iilryj1eQerSSnpIq/rNhHUmwE91+nLUAkcMYlxrA6o+XiNJnFFb12iqt0HyWTIiIivUROSSWZRZVcPy/1pNfERIRyzvjBvLItnx8vmahRhW5QW9/I4WPV5JRUkXe0ityjVWzYVcND+z4i96jnWHVd4yfuGRobwd9vmE1cv7AARS3iSSaf3ZRLaVUdsZGhJ44758gsqmT6sIEBjE56AyWTIiIivYBzjodXHQRgXgvrJZtaMmUob+w4zLoDxW1eKx2zOqOQD9KPkNskcSwoq6H5biz9w4yRCXWMT4zh3PEJDB0QSfLASJIHeB4DokI1tVUCblyip8pp+uGyT8xkKK2qo6y6vtdVcpXup2RSRESkh2todPz4he3886MsrpkznLQhre9DeN6EBCJDg3l5a56SSR/KL63i2oc+IiQoiKQBESQPiGTh2MEMHRBJyoDIEwljUmwEa1ev5OyzFwQ6ZJFWjfXuabr3cPknksnMXl7JVbqPkkkREZEerKa+gW8u/5hXtx3i9rNH898Xjm9zRCsqLITzJiTw+vZD3LX0NEKCVbzdF/69IYdGB29960xGxPeOjdxFWpM8IJKosOBPFeHJPLHHpN7n0jr9dhEREemhymvquemR9by67RA/+uwEvrsord1TI5dMGUpRRS0f7i/yc5R9Q2OjY/mGbOaPidcf2HLKCAoyxrZQ0TWrqALQyKS0TcmkiIhID/XN5R+zdn8x/3vFVL60cFSH7j17/GCiw0N4eUu+n6LrW1bvKySnpKrFzd1FerNxiTGf2msys6iShJhwIsNUaVhap2RSRESkB6qoqWfFngJuPCOVy2emdPj+iNBgzp+YyGvb86mtb2z7BmnVU+uzGRAVygUTEwMdiohPjUuMobC8hpKK2hPHMosrVXxH2kXJpIiISA/00YEi6hocZ40f3Ok2lkxJ4lh1Pasyjvgwsr6nuKKWN3cc4rLpydoTUk45Y70VXZtOdc0urmSYprhKOyiZFBER6YFWphcSFhLE7CYVFjtq4djB9I/QVNeuenZTDnUNjqs1xVVOQeMSvRVdCzxTXavrGjh0rJoRcVobLG1TMikiItIDrUovZE5qXJdGwsJCgrjwtCG8ufMw1XUNPoyu73DO8dT6bKYPH8D4NrZkEemNkmIjiAkPId07MplTUolzaJprAJnZIjPbY2YZZvb9Fs7fYGZHzOxj7+NLgYgTlEyKiIj0OIdKq0kvKGfh2EFdbuviqUMpr6nn/b2a6toZm7JKyCgo5+rZwwIdiohfmBljEqPZc8iTTJ7YY1LJZECYWTDwZ2AxMBG4xswmtnDpcufcNO/jwW4NsgklkyIiIj3MqoxCABb4IJk8Y3Q8cf3CeHmrprp2xlPrsukXFsySKUMDHYqI34xPjCHdO831eDI5QmsmA2UOkOGc2++cqwWeAi4JcEwnpWRSRESkh1mVfoT4fmFMGNK/y22FBAexaNIQ3tl1mKpaTXXtiLLqOl7ems/SaUPpFx4S6HBE/GZsYgzFFbUUlteQVVxJdHgIcf3CAh3WqSrEzDY0edza7HwykN3keY73WHOXm9lWM/u3mQVs6oSSSRERkR7EOceqjCLmjxlEUJD5pM0lU5KorG3g3d0FPmmvr3hxSx5VdQ3aW1JOeeOaVHTNLKpgeFwUZr75+SOfUu+cm9XkcX+z8y298K7Z85eAVOfcFOBt4FF/BNoeSiZFRER6kN2Hyigsr/HJFNfjTh8Zz+CYcF7akuezNvuC5euzSRsSw9SU2ECHIuJXxyu6ph8uJ6u4kuGa4hpIOUDTkcYU4BM/vJ1zRc65Gu/TB4CZ3RTbpyiZFBER6UFWpXvWS/qi+M5xwUHGRZOG8N6eAspr6n3W7qlsR14pW3NKuWr2MI3QyCkvISac/hEh7D5URnZJlSq5BtZ6YKyZjTSzMOBq4MWmF5hZUpOnS4Fd3RjfJyiZFBER6UFWZhQyenA/kmIjfdrukqlDqalv5O2dh33a7qnq6fXZhIUEcdn0lpYqiZxazIxxiTGsTD9CbX2jKrkGkHOuHrgDeANPkvi0c26Hmf3MzJZ6L/uame0wsy3A14AbAhMtaDW5iIhID1Fd18C6A0Vc7Yc1ejOHDyQpNoKXt+ZxqRKkVlXXNfDc5lwWTxrCgCgVIZG+YWxiDBsySwAYEdcvwNH0bc65V4FXmx37SZPv7wTu7O64WqKRSRERkR5iU2YJ1XWNLBjjuymuxwUFGZ+dnMT7e49QWlXn8/ZPJa9tz+dYdT1XaW9J6UPGe4vwAJrmKu2mZFJERKSHWJlRSEiQMXd0vF/aXzJ1KHUNjjd3HPJL+6eKp9ZlMyI+irkj/fPvINITHS/CExJkJMVGBDga6S2UTIqIiPQQq9ILmT58ANF+2tNwakosw+IieXlrvl/aPxXsP1LORweKuXLWMJ9tzSLSG4z1JpMpAyMJCVaKIO2jd4qIiEgPUFJRy/a8UhaMGey3PsyMz04eyuqMQoorav3WT2/29IYcgoOMK2amBDoUkW41KDqMgVGhDNO2INIBSiZFRER6gNX7CnEOn+4v2ZIlU5Kob3S8vl1TXZura2jk3xtzODctgYT+muYnfYuZ8aPPTuTLZ44OdCjSiyiZFBER6QFWpRcSExHC1JRYv/Zz2tD+DIuL5IO9R/zaT2/0zq4CCstruFqFd6SPunxmit8/0JJTi5JJERGRAHPOsTK9kDNGx/t9rZKZMWloLHsOl/m1n95o+fosEvuHc9Y4/001FhE5lSiZFBERCbCDRZXkHq1iwdjuSWLShvTnYFEFlbX13dJfb5B3tIr39x7hipnDVHxERKSd9NNSREQkwFale6acLvTD/pItSUuKwTnYe7i8W/rrDf61IYdGh/aWFBHpACWTIiIiAfZBeiEpAyO7baPwCUP6A7A7/1i39NfTNTQ6nt6QzYIxg1TJUkSkA5RMioiIBFB9QyNr9xWxcOwgzLpnX8OUgZFEhQWz+5DWTQKszigk92iVRiVFRDpIyaSIiEgAbck5SllNvV/3l2wuKMgYPySG3Yc0MgmwfH02A6NCueC0xECHIiLSqyiZFBERCaCV6YWYwRmj47u137Qh/dl9qAznXLf229MUldfw5s5DLJuRQnhIcKDDERHpVZRMioiIBNCq9EImJ8cysF9Yt/Y7ISmGo5V1HD5W06399jTPbsqlrsFpiquISCcomRQREQmQsuo6NmcfZUE3VXFtKu14EZ4+PNXVOcdT67OYMXwA4xJjAh2OiEivo2RSREQkQNbuL6ah0bFgbPcnk+O9yVNfLsKzMbOEfUcquHr28ECHIiLSKymZFBERCZBV6UeIDA1m5oiB3d53bFQoQ2Mj+vT2IE+tz6ZfWDCfnZIU6FBERHolJZMiIiIBsjKjkDkj4wJW+CUtqX+fHZk8Vl3HK1vzWTotmX7hIYEOR0SkV9JPTxERkQDIO1rF/iMVfH5O4KZYpg2J4YO9R6itbyQspG99vvzix3lU1TVwtQrviEgfZmYJwHxgKFAFbAc2OOca23N/3/rNISIi0kOsSi8ECMh6yePSkvpT3+jYX1gesBgCZfn6bNKGxDAlJTbQoYiIdDszO8fM3gBeARYDScBE4EfANjO7y8z6t9WORiZFREQCYGVGIYNjwk8UwgmEtCHeIjz5ZSequ/YF23NL2ZZbyk8vnoiZBTocEZFAuAi4xTmX1fyEmYUAS4DzgWdaa0QjkyIiIt2ssdGxOqOQhWMGBTSZGTmoH2HBQezqQduDVNc1kF9a5dc+nt6QTVhIEJdNT/FrPyIiPdi9LSWSAM65eufc8865VhNJ0MikiIhIt9uZf4ziitqATnEFCA0OYkxCNLvzA1uE51BpNe/uLuDd3YdZlVFIQ6PjzW+exchB/XzeV1VtA89tzuWiSUOIjQr1efsiIr3EFjPbBjwJPOOcK+1MI0omRUREutmqDO96yTGBTSYB0pJiWO2Np7s0Njq25pby7q7DvLO7gB15npHR5AGRfG5mCk9vyOGhVfv5xaWTfd73a9vzKauu5yrtLSkifVsy8BngauBXZvYhnsTyRedcu6eHKJkUERHpZqvSCxmfGENC/4hAh0LakBie3ZRLSUUtA/uF+a2fsuo6VqUX8u7uAt7bU0BheS1BBjNHDOR7i9I4b0ICYxOiMTPqGxz/2pDDNz8zjvjocJ/G8dT6bFLjo5g7Ks6n7YqI9CbOuQbgDeANMwvDU4TnauAPZvaOc+4L7WlHyaSIiEg3qq5rYN3BYq6dOyLQoQCcKLyz+1AZ80bH+7Ttipp6lq/P5t3dBXx0oIi6Bkf/iBDOHp/AuWkJnDVucIsJ7JcWjuSp9dk8vjaTb3xmnM/i2X+knHUHivneojQV3hER8XLO1ZrZTmAXMBNPVdd2UTIpIiLSjdYfLKa2vjHg6yWPS0vyVnQ9dMznyeQ9r+3m8bWZjEmI5qb5Izk3LYGZIwYSEtx6/b8xCTF8ZkICj32YyW1njSYiNNgn8SzfkE1wkHH5zGSftCci0puZ2XDgKuAaoB/wFHCJc25Xe9toM5k0sxQ8Q54L+eRmlq8Ar7V3Q0sRERHxTHENCw7i9JE9Y5rl4Ohw4vuF+aUIz8r0I3xmQgIPXj+7w/fesnAUV92/ln9vzOGLPhjFra1v5JmNOZyXlkBCTOCnF4uIBJKZrcGzbvLfwK3OuQ2daafVjwbN7O/Aw0At8Gs8WevtwNvAImCVmZ3ZmY5FRET6opXphcwYMYCosJ4xOcjMSEuKYfdh3yaT+aVVHCyqZN7ozo3AzhkZx9SUWB5adYCGRtfleN7dfZjC8lqunjOsy22JiJwC/gTMcs59u7OJJLS9z+T/OucucM790Tm3xjmX4Zzb7px71jn3X8DZQF5nOxcREelLCstr2Jl/jIVjBwc6lE8Yn9ifvYfKfJK0Hbd2fxFApwvdmBm3njmaA4UVvL3rcJfjeWp9NkP6R3BmD3vtRUQCZDiw3MxWmtlPzex068Ri8raSyUXeaa4tcs7VOucyOtqpiIhIX7S6B20J0lRaUgxVdQ1kFVf6rM21+4qJjQxlgrfAT2dceFoiw+Iiuf+D/V2KJe9oFe/vPcKVs1LaXK8pItIXOOfucc6dC1wEbAFuAjaZ2T/N7DozS2xPO239RE0GPjSzD8zsK2bWs377iYiI9CKr0guJjQxlUnJsoEP5hOMJ3+78Yz5rc+2BIk4fGUdQUOerpoYEB3Hz/JFszCxhY2Zxp9t5ekM2AFfM0hRXEZGmnHNlzrnnnHNfds5NB34BDAYea8/9rSaTzrlv4hkC/TEwBdhqZq95s9WYLsYuIiLSZzjnWJVRyPwx8QR3IcHyh7GJ0QQZ7Drkm3WTeUeryCyqZO6orleHvXL2MGIjQ3nggwOdur+h0bNn5YIxgxgWF9XleERETgVmttPMfmhmo5sed87tdM79r3Puwva00+ZcD+fxvnPuK8Aw4D7gm0DXFzCIiIj0EfuOVJBfWt3j1ksCRIQGM3JQP/Yc8s3I5H/WS3Y9mYwKC+HauSN4Y+chDhRWdPj+VRmF5B6t4qrZGpUUEWniGiAaeNPMPjKzb5jZ0I420u6FA2Y2GfgZ8Gc81V1/0NHORERE+qqV6UeAnrde8ri0If3Z7aORybX7ixgQFUraEN9MYrrujBGEBgXx0KqOr51cvj6LuH5hnD+xXct/RET6BOfcFufcnc650cDXgRHAWjN718xuaW87bW0NMtbMfmxmO4F/ApXABc65051z93XlP0BERKSvaGh0rNhzhNT4qB471TJtSAyZRZVU1NR3ua21+4u7vF6yqYSYCJbNSOZfG3IoKq9p932F5TW8tfMwy6YnEx4S7JNYRERONc65td7ljdcBA/FsG9IubY1MvgFEAFc55yY75+52znWtpJqIiPRIBceq2evjvQb7quq6BtbuL+L/vZPOdQ+vY+pdb/L+3iOcN6Hnjo6lJXmK8Ozp4nsg92gVWcW+WS/Z1JcWjqSmvpF/rM1q9z3PbsqhrsFpiquIyEmY2Wwz+52ZZQJ3AffjKcLaLm3tmDzGOdfYRgDmnPPdxlQiItKtGhsdT3yUya9f30NVXQN3Lk7j5gUj6cR2U31WSUUtGzJL2HCwmHUHi9meW0pdg+dX4/jEGC6ZNpTZqXEsnjwkwJGe3PEpqXsOlTFj+MBOt7N2n+/WSzY1JiGG89ISeOzDg3z5rFFEhLY+0uic46n12cwcMZCxiaoZKCLSlJn9ErgKKAGeAuY753I62k5byeS7ZvYM8IJz7sRHgWYWBiwArgfeAx7paMciIhJ46YfL+P6z29iYWcLCsYOIDA3mF6/s4uPso/zmc1OICmvr10Tf45wjp6SK1bl1vPHsNjYcLCa9oByA0GBjSsoAbl4witmpA5k5YiADosICHHH7pAyMJDo8pMvbg6zdX8TAqFDG+yGBu/XMUVx1/1qe2ZTDF04f0eq1GzJL2H+kgt98bnSr14mI9FE1wGLn3N7mJ8ws0jlX1Z5G2vorYRGeDSyfNLORwFE8016DgTeB3zvnPu5Q2CIiEnC19Y38dcU+/vxeBlHhwfzvFVNZNsMzq+Wv7+/j3jf2kH64nP+7diYjB/ULcLSB1dDo2HOojA2Zxaw7UMyGgyUcOlYNQEx4HjNTB3Lp9GRmp8YxJSW2zRGznsrMGD8kpsvbg3j2l4z32XrJpuaMjGNqSiwPrjzANbOHt9rHU+uyiQ4PYcmUJJ/HISLS2znn7gIws+uanQoG7gTGtaedVpNJ51w18BfgL2YWCgwCqpxzRzscsYiI9AgbM0u489mt7D1cztKpQ/nJxRMZFB1+4vztZ49hcnIs//XkZpb+aRX3XTWtR6/187Xquga25pSy/mAx6w8WszGzhLJqT1GaxP7hzE6NY87IODiyjy8sObfH7RnZFWlDYnhpSx7OuU5Nc84pqSS7uIqb54/0Q3SehPeWM0dxxz8389auw1x4WsvThkur6nhlWx7LZqRodF1EpHWzm3wfCswDXmrvze3+CeucqwPy2x+XiIj0JOU19dz7xh4e/fAgSf0jePiGWZyb1nKSuHDsYF66YwG3/WMjNz+6ga+fN5avnzfWL6NNgXa0spaNmSWsP1jC+oPFbMsppbbBUy5gbEI0S6YMZXbqQGanxpEyMPJEkrVixcFTKpEETxGeJz7KIr+0mqEDIjt8/9r9xQDMHe3b9ZJNLTptCMPiInngg/0nTSZf3JJHdV0jV6vwjohIq5xz/9X0uXc54+r23q+P60RE+oD39hTwo+e2k1daxXVzR/Dfi9KIDm/9V8CwuCie+coZ/PC57fzhnXS25hzlvqumExsV2k1R+0fu0SrWH/CMOm44WHKiemlosDEpOZYb56cyKzWOmSMGEtevd6x39JUJTYrwdC6ZLCKuXxjjEvxX8CYkOIib54/kpy/tZGNmCTNHfLpY0PL1WUxI6s/k5Fi/xSEicooyoLy9FyuZFBE5hRWV1/Czl3fywsd5jEmI5t+3zWPmiLh23x8RGsy9V0xh2rBY7nppJ0v/vIr/++JMJni3kejpGhsdewvKWH/QU2l1/YFi8ko96x2jw0OYMWIgS6YkMXtkHFNTBhAZ1jvXO/rKOG8yuevQMc5JS+jw/Wv3F/l0f8mTuWLWMH7/djoPfLCfmdfO/MS57bmlbM89xs8uOU0ViUVE2mBmLwHHd+YwYBJw1MxeBHDOLW3t/nYnk2Y2AhjrnHvbzCKBEOdcq6v0zWwR8Ac8CzkfdM7d0+x8OPAYMBMowrOf5cEm54cDO4GfOufu9R77JvAlPP/R24AbnXPVZnYucC8QBmwEbnbO1ZvZQOBhYDRQDdzknNvubesgUAY0APXOuVne43HAciAVOAhc6Zwrae9rJfL/2bvv8LjKM+/j31u9u6hZrnKRK83GNthgYoppKaaXQJYQEhICGwgb3pDyJpDsJpCXDclSQtiQLAskdIIhDiW4AHHBxtgYd1kuaraKbfViaZ73jzmyZVll1Dwj6fe5rrk0c+Y557lHOgjdvp8iEmzOOV77JJ+fv7mZyroG7rogi9vmj+/Sxu1mxlfmZDJ1eBK3PbuOKx5fwQNXnszC0wLehuqEqWtoZGNeGR95Vce1uw9Q7s13TEuMZtbYodw6ZggzM4cyJSOp3w1T7a6kmEhGDI5la2HnF+HJPVBN3sEavjFvXC9Edqz46Ai+cuYYHluWze6SKjKbLRL1wppcoiPCWHhq6N2fIiIh6KHunBxQMmlm3wBuBYbiT8pGAk8A57dzTjjwGLAAyAPWmNki59zmZs1uAQ465yaY2XXAg/j3O2nyMPD3ZtccAXwHmOqcqzGzF4HrzOx/gaeB851z283sZ/i3LXkK+CGw3jl3uZlN9mJqHve5zrmSFuHfC7znnHvAzO71Xn+/4++UiEjwOef47gvr+ev6AqaPHsyDV57CxB7YpuH0MUN5KzWn7wAAIABJREFU81/P5vY/r+PO59fzaV4Z914ymcjwsB6IumvKag6zbs/BI4vlbMgro77BP99xfGo8l56cwazMoczKHMqoobGqVAVgSkYiW/d1fnuQVTm9s79kW/5l7hiefD+Hpz7cxc8vOwmAmvpG/ro+n0tPzujzw7FFRHqTmZnzW95em46uE2hl8nZgNrAawDm3w8w6Gv8yG8h2zuV4wTwPLMRfaWyyELjPe/4y8GjTBzOzy4AcoKqVmGPN7DAQBxQAyUBds31S3sW/pO1TwFTgl17cW80s08zSnXP724l9ITDfe/40sAwlkyLSRzy7ag9/XV/AHedO4LsLJvZo9S0tKYbnvn4mv1i8hac+3MVn+WU8+uUZpCZGd3xyDygsqzmyPcea3QfYtr8C5yAizJg2YhA3zRnDzMyhzBwzhOSEExNTfzN5WBLLthVT19DYqUr2qpwD/vmS6Qm9GN1RaYkxXD59BC99nMt3F0xkaHwUizcWUlHbwLVaeEdEpCNLzewV4HXn3N6mg94CPGfjL8wtBf6nvYsEmkzWOefqm5JTM4vg6NjatowAcpu9zgPOaKuNNyS1DEg2sxr8ydsC4HtNjZ1z+Wb2ELAXqAHecc6942XNkWY20zm3FrgKaPo/yQbgCuBDM5sNjMFfWd3vfYZ3zMwBv3fOPemdk+6cK/T6LGwrcTazW/FXbElPT2fZsmUdfEsk1FVWVurnKG3qC/dHboWP+1fWcHJKODOiCvjg/d5ZhHt+EkSdEs3/fHaACx96jzumRzN+cO/MNyyu9vFhfgMrChoorvH/rycmHMYPDuOy8ZFMHBLOuEFhREccBoqguIiNxb0SyjH6wv3QFY0HGmjwOV5YvIzRSYH9TJ1zLNtcw7hBYSxf3uY/cve4U2N8vHDYx8//soyFE6L4/eoa0uOMmj2fsmxvcKvQ/fX+kO7TvSEh4mLga8BfzGwscAiIwT898R3gYefc+o4uEmgyudzMfoi/IrgA+DYd7z/S2m/xlgloW23ux/8BKptXV735jwuBpg/8kpnd6Jx71hsm+7A3D/MdoME77QHgt2a2Hv8cy0+avXeWc67ASxbfNbOtzrn3O/hcRwP1J59PAsycOdPNnz8/0FMlRC1btgz9HKUtoX5/VNc38O+P/pMh8dH86Vvzjtk7sjfMBxYWlPHNZz7mwTV13PelaVw/e1SPDCWta2jk3c37eWFNLh9m+2cinD0hhdsmpTErcyhTMhKJCOLwWgj9+6GrRhZV8LsN75MwchLzZ4wM6JzcA9WUvr2UOy+azPw5mb0bYAvvlazh/dxDfP3S6Wx/60PuvWQy535u/AmNoTX99f6Q7tO9IaHAOVcLPA48bmaRQApQ45w71JnrBJpM3ot/fuNG4JvAYuAPHZyTx9HqIPirgQVttMnzqp2DgAP4K5hXmdmvgMGAz8xq8VcTdznnigHM7FVgLvCsc24lMM87fiEwEcA5Vw7c7B03YJf3wDlX4H0tMrPX8A/NfR/Yb2YZXlUyAygK8PskIhI0P3tjMzuLK3nma2f0eiLZZNrwQbz5r2fznefX88PXNrIh9xD3L5xGTGTXqpQ79lfw/JpcXl2Xx8Hqw4wYHMud52dx9cxRjOjCVhXSeZnJ8URFhLF1X+CL8Kw8wfMlm/vGOeO47slV3PbsOiLCjCtmaOEdEZHOcM4dBro0lCnQZDIW+KNz7r/hyOI6sUB1O+esAbK8smk+cB3w5RZtFuEfj7sS/9DUJc45h5cUen3dB1Q65x41szOAM80sDv8w1/OBtV67NC8pjMY/RPY/vOODgWrnXD3+VWDfd86Vm1k8EOacq/CeXwj8rEVcD3hfXw/w+yQiEhRvbCjg+TW53DZ/PGdnpZzQvgfHRfGnr87i4Xe38+jSbLbsK+d3N54ecPJXVdfA3z4t5Pk1e1m39xCR4caCqelcO2s0Z09I0YqrJ1hEeBgT0xPYUhj4IjyrckpJjo8iK+3EzJds7oyxQzl15CA25JVx0bR00hJjTngMIiIDVaDJ5HvABRzdwDIW/1DSuW2d4M2BvAN4G//Y2z865zZ5K62udc4twr9AzjNmlo2/Inlde0E451ab2cvAOvxDVT/BG2YK3GNmXwDCgN8555Z4x6cA/2tmjfgX/7nFO54OvOYNx4oA/uyce8t77wHgRTO7Bf/8zKvb/e6IiASJc443Pi3kR69u5LRRg7l7wcSgxBEeZnzvokmcMnIQd7+4gS8+8iGPXj+duRNaT2ydc2zIK+OFNXtZtL6AqvpGxqfG86NLp3D5jBEnrLIqrZs8LIn3twc28dQ5x6qdpZw5Ljkoq+WaGd/63Hhue24dXz5jzAnvX0RkIAs0mYxxzjUlknhzGeM6Osk5txj/kNjmx37S7HktHSRqzrn7Wrz+KfDTVtrdA9zTyvGVQFYrx3OAU9vos5R2tj0REQkF2UWV/OT1z1ixs5STRiTx6JenB3WbDoALpw3j9TsS+OYzH3PjU6u595LJfGPeuCNJxqHqel77JJ8X1uSydV8FMZFhfOGU4Vw3axSnjxmirTtCxORhibz8cR6llXUdroqbe6CGgrJabhs39ARFd7xLTs5g6ffmM7bZfpMiIhIYMxsDZDnn/mFmsUCEcy6guQ6BJpNVZjbDObfO6/B0/MNMRUTkBKuub+CRJdn84YMcYiLD+fnCaXz5jDEhMxx0fGoCf739LO55aQO/WLyVDbllXDNrFK98nMdbm/ZR3+DjlJGD+I/LT+KLpw4nKUb7AYaaycOSANi2r4K5E9pPJk/0/pJtUSIpItJ5ZvYN/LtTDAXG41/n5gkCLKwFmkzehX/l1KYFdDKAazsXqoiIdIdzjnc27+dnb2wm/1ANV84YyQ8unRySQ0IToiN4/IYZ/P79HH711lb+trGQpJgIrp81imtmjWLa8EHBDlHaMTkjEYAt+yraHKrcZGVOKSkJUUwIwnxJERHpttvxL0K6GsA5t6OtbRFbE1Ay6ZxbY2aTgUn4t/PY6q36IyIiJ8Ce0iruW7SJpduKmZSeyIvfnMPsscEbVhiIprlsc8Ylk3+ohvMmp3V5lVc5sVISoklJiGZrB4vwOOdYlVPKGUGaLykiIt1W55yrb/od7u2w0XI7xzYFWpkEmAVkeudMNzOcc//bifNFRKSTag838sTynTy+bCeRYcaPPz+Fm+ZmBn1uZGecOmowp44aHOwwpJOmZCSybX/7U2b2HqimsKw26ENcRUSky5ab2Q+BWDNbAHwbeCPQkwNKJs3sGfxjaNcDjd5hByiZFBEJUFn1Ya75/UqumTWKW84e22H7pduKuG/RJvaUVvOFUzL48eenMmyQtj2QE2NSeiLPrNpDo8+1OR+3ab7knCAuviMiIt1yL/7dLjYC38S/eOofAj050MrkTGCqtwekiIh0wcvr8ti2v4Kfv7mZxOgIrpk1qtV2+Ydq+Pkbm3lr0z7Gpcbz7C1nnPC9I0UmZyRR1+Bjd2kV41Nbnw+5cmcpKQnRbb4vIiIhLxb/Fo7/DWBm4d6x6kBODjSZ/AwYBhR2JUIRkYHOOcdzq/dw6shBDIqL4t5XPyUpNoKLT8o40qa+wcdTH+7iv97bgcNxz0WT+Pq8sURHaJ6hnHiTh/kX4dlaWNFqsuifL3mAM8cN1XxJEZG+6z3gAqBpG8hY4B1gbiAnB5pMpgCbzewjoK7poHPuS4HHKSIycK3MKSWnuIr/vPpULjl5GDf+YTXf+ct6/nRzJGdNSGHFzhJ+8vomsosqWTA1nZ98YSqjhna4na9Ir5mQlkB4mLFtXzmfPyXjuPf3lFazr1zzJUVE+rgY51xTIolzrtLMAv4DJNBk8r7ORiUiIkc9t2ovg+Mi+fwpGcREhvPHr87i2t+v4tb/Xcu8rFTe2rSPUUNj+eNXZ3Le5PRghytCTGQ4Y1Pi2bKv9UV4VobI/pIiItItVWY2wzm3DsDMTgdqAj050K1BlpvZGCDLOfcPL1vVuCsRkQAUldfy9qZ9fHVu5pGtMQbHRfHMLbO58okVLNlaxHfOm8C3z52grTMkpEwelsiGvEOtvrcqp5TUxGjGp8af4KhERKQH3QW8ZGYF3usM4NpATw50NddvALcCQ/Gv6joCeAI4v1OhiogMQC+uzaXB57jhzDHHHE9LiuGNO86m9rBPq7RKSJqSkcSbnxZSUXuYxJjII8eb9pc8U/tLioj0ac65NWY2GZgEGLDVOXc40PMDHeZ6OzAbWO11usPM0jobrIjIQNPoc/zlo1zOnpDC2JTjKziD46KCEJVIYJoW4dm+v4LTxxzd/mN3aTX7y+s4U1uCiIj0B7OATPy54XQzwzkX0BaQge56Xeecq296YWYR+PeZFBGRdizdWkT+oRpuOGN0sEMR6bTJGUkAbG0xb3LlTs2XFBHpD8zsGeAh4Gz8SeUs/NtCBiTQyuRyM/shEGtmC4BvA290MlYRkQHnudV7SEuM5oKpWlRH+p7hg2JIjIlga+GxyeSqnFLSEqMZ10q1XURE+pSZwFTnXJcKhYFWJu8FioGNwDeBxcCPu9KhiMhAkXugmmXbi7lu9mgiwwP9dSsSOsyMycMS2bqv/MgxzZcUEelXPgOGdfXkDiuTZhYOPO2cuxH47652JCIy0Pz5o70YcN2sUcEORaTLJg9L4q/r83HOYWbsKqmiqKJOQ1xFRPqHFGCzmX0E1DUddM59KZCTO0wmnXONZpZqZlHN502KiEjb6ht8vLgml/OnpDN8cGywwxHpsskZiVSsaqCgrJYRg2Ob7S+pxXdERPqB+7pzcqBzJncD/zSzRUBV00Hn3K+707mISH/11qZ9lFbVc2OL7UBE+pqmFV23FpYzYnAsq3IOkJ4U3erqxCIi0n1mdjHwWyAc+INz7oEW70cD/wucDpQC1zrndnelL+fccjMbA2Q55/5hZnFevwEJdBJPAfCm1z6x2UNERFrx7Ko9jB4ax7wJKcEORaRbJqZ7yeS+Cs2XFBHpZd4Uw8eAS4CpwPVmNrVFs1uAg865CcDDwIPd6O8bwMvA771DI4C/Bnp+QJVJ59z9XmfxzrmqjtqLiAxkO/ZX8NGuA9x7yWTCwvQHt/RtiTGRjBoay5bCcnYWV1Gs+ZIiIr1pNpDtnMsBMLPngYXA5mZtFnJ0eOrLwKNmZl1ckfV2r8/VAM65HWaWFujJAVUmzWyOmW0GtnivTzWzx7sQrIhIv/fc6r1EhYdx9ekjgx2KSI+YPCyJrfsqWJWj/SVFRLopwszWNnvc2uL9EUBus9d53rFW2zjnGoAyoKu/mOuar4tjZhFAwElpoHMmfwNcBCwCcM5tMLNzOhOliMhAUF3fwCsf53HpycNITogOdjgiPWLKsESWbC1i+fZihiXFkJkcF+yQRET6qgbn3Mx23m9tSFPL5C6QNoFabmY/BGLNbAHwbeCNQE8OeOMz51xui0ONgZ4rIjJQvLGhgIq6Bm7QwjvSj0walkSjz7FkaxFnjhuq+ZIiIr0nD2i+p9hI/OvXtNrGqyQOAg50sb97gWJgI/BNYDHw40BPDrQymWtmcwFnZlHAd/CGvIqIyFHPrtrLpPREZo4ZEuxQRHrM5Az/IjyNPqchriIivWsNkGVmY4F84Drgyy3aLAJuAlYCVwFLujJf0lvs52nn3I3Af3cl2EArk9/CPzlzBP5M+DTvtYiIeDbkHmJjfhk3njlalRvpVzKT44mO8P/JoGRSRKT3eHMg7wDexl+8e9E5t8nMfmZmX/KaPQUkm1k2cDf+6mJX+moEUr1iYZe0W5k0swedc98HznXO3dDVTkREBoLnVu8hLiqcy6a3nCcv0reFhxmThiVSXFHHGM2XFBHpVc65xfiHmzY/9pNmz2uBq3uou93AP81sEXBk1w7n3K8DObmjYa6XmtmPgR8AL3U1QhGR/q6s+jCLNhRw+fSRJMZEBjsckR5378WTqW1oVNVdRKR/KfAeYUBiZ0/uKJl8CygB4s2sHP/KQa7pq3MuqbMdioj0R6+sy6P2sI8bzxwd7FBEesXcCSnBDkFERHqYc+5+ADOLd85VddS+pY7mTP7YOTcI+JtzLsk5l9j8a1cCFhHpb5xzPLd6D9NHD2ba8EHBDkdEREQkIGY2x8w24y2uamanmtnjgZ7fUTK50vta3sX4RET6vVU5B9hZXMUNZ2g7EBEREelTfgNcBJQCOOc2AOcEenJHw1yjzOwmYK6ZXdHyTefcq50IVESkX3p29R4GxUbyhVMygh2KiIiISKc453JbzIdvDPTcjpLJbwE3AIOBL7bsF1AyKSIDWnFFHW9/to+vzs0kJjI82OGIiIiIdEaumc0FnLdFyHfwhrwGot1k0jn3IfChma11zj3VvThFRPqfF9fm0uBzfPkMLbwjIiIifc63gN8CI4A84B3g9kBP7mifyfOcc0uAgxrmKiJyrEaf48+r93LWhGTGpSYEOxwRERGRgJjZg8657wPnOudu6Op1OlqA53Pe1y+28vhCVzsVEekPlm8vIv9QDTdq4R0RERHpWy41s0jgB925SEfDXH/qfb25O52IiPRHz67aS1piNBdMTQ92KCIiIiKd8RZQAsSbWTlg+NfEMcAFug1kR8Nc727vfefcrwOLVUSk/2ho9PHyx3ks3VbEv547gcjwjgZ5iIiIiISUHzvn7jGz151zC7t6kY5Wc030vk4CZgGLvNdfBN7vaqciIn2Rzzne2FDAr9/dzq6SKk4bNZib5mYGOywRERGRzloJzADKu3ORjoa53g9gZu8AM5xzFd7r+4CXutOxiEhf4ZxjydYi7ltRS27FJ0xKT+TJr5zOgqnptNiXSURERKQviDKzm4C53VlotaPKZJPRQH2z1/VAZoDnioicMCt2lvDGhkK+uyCLtMSYbl9v5c5S/t/bW1m39xBpccZvrzuNL5wynPAwJZEiIiLSZ30LuAEYjH/UaXMO6NFk8hngIzN7zbv45cDTAZ4rInJCNDT6+NFrn7GrpIq3Pivkl1eczMUnZXTpWhtyD/HQO9v4YEcJw5Ji+MXlJ5NWtZMLThvRw1GLiIiInFjOuQ+BD81srXPuqa5eJ6Bk0jn3H2b2d2Ced+hm59wnXe1URKQ3LNpQwK6SKu69ZDJ/+7SQbz27jitmjOC+L00jKSYyoGts21fBf76zjXc272dofBQ//vwUbjxzDDGR4SxbltPLn0BERESk95nZec65JcDBEzHMFefcOmBd4CGKiJw4DY0+/uu9HUzJSOLWeeO45eyxPLIkm8eWZrM65wAPXX0qc8Ynt3n+ntIqfvOPHfx1fT4JURHcvWAiXzt7LAnRAf+aFBEREekrPgcs4fghrtALw1xFRELa6+sL2F1azRM3nk5YmBGGcfeCiZw7KZW7X9zAl/+wiq+fPZZ/u3ASMZHhR87bV1bLI0t28MKaXCLCjVvPGce3zhnPkPioIH4aERERkd7jnPup9/Xm7lxHyaSI9HkNjT4eWbKDqRlJXDQt/Zj3po8ewt++cza/WLyF//5gF+9vL+HX155KxqBYnli+k6dX7MbnHNfPHs0d500gPan7i/aIiIiIhDIzu7u9951zvw7kOkomRaTP+6tXlfz9V05vdauOuKgI/v2ykzl/Sjr/5+VPueyxfxIdEU51fQOXTx/JXRdkMWpoXBAiFxEREQmKRO/rJGAWsMh7/UXg/UAvomRSRPq05lXJC6emt9v23ElpvHPXOfz8zc3UN/q48/wsstIT2z1HREREpL9xzt0PYGbvADOccxXe6/uAlwK9jpJJEenTXvsknz2l1TzZRlWypSHxUfz62tNOQGQiIiIiIW80UN/sdT2QGejJSiZFpM9qaPTx6NJspmYksaCDqqSIiIiIHOcZ4CMzew3/Kq6XA08HerKSSRHpszpblRQRERGRo5xz/2FmfwfmeYduds59Euj5SiZFpE863OjjkSXZTBuuqqSIiIhIVznn1gHrunJuWA/HIiJyQrz2ST57D1Rz1wUTVZUUERERCQIlkyLS5xxu9PHokmxOGpHEBVPSgh2OiIiIyICkZFJE+pzX1nlVyfNVlRQREREJFiWTItKnHG708cjSHZw8YhDnqyopIiIiEjRKJkWkT3l1XR65B2q464IsVSVFREREgkjJpIj0GU0ruJ4ychDnTVZVUkRERCSYlEyKSJ/x6ro88g6qKikiIiISCpRMikifUN9wtCp57iRVJUVERESCTcmkiPQJqkqKiIiIhBYlkyIS8uobfDy6NJtTVZUUERERCRlKJkUk5L1ypCqpfSVFREREQoWSSREJafUNPh5dks2powYzf1JqsMMREREREY+SSREJaS9/nEf+Ic2VFBEREQk1SiZFJGTVN/h4bGk2p40azPyJqkqKiIiIhBIlkyISslSVFBEREQldSiZFJCQ1r0p+TlVJERERkZCjZFJEQtJLH+eqKikiIiISwpRMikjIqW/w8diSbKaPVlVSREREJFQpmRSRkPPi2lwKymq1r6SIiIhICOvVZNLMLjazbWaWbWb3tvJ+tJm94L2/2swyW7w/2swqzex7zY5918w2mdlnZvYXM4vxjp9nZuu840+bWYR3fIiZvWZmn5rZR2Z2UkfxmdlYL54dXnxRPf/dEQlNW/eVs7mgPGj91zU08vhSf1XynKyUoMUhIiIiIu3rtWTSzMKBx4BLgKnA9WY2tUWzW4CDzrkJwMPAgy3efxj4e7NrjgC+A8x0zp0EhAPXmVkY8DRwnXd8D3CTd9oPgfXOuVOAfwF+G0B8DwIPO+eygINenCIDwl3Pr+faJ1eyt7Q6KP2/uDaPgrJavquqpIiIiEhI683K5Gwg2zmX45yrB54HFrZosxB/EgjwMnC+eX89mtllQA6wqcU5EUCsV3mMAwqAZKDOObfda/MucKX3fCrwHoBzbiuQaWbpbcXn9X+eFw9efJd1/dsg0neUVtaxdV8FFbUN3P7nddQ1NJ7Q/puqkjNGD2aeqpIiIiIiIS2iF689Asht9joPOKOtNs65BjMrA5LNrAb4PrAAODLE1TmXb2YPAXuBGuAd59w7XgIYaWYznXNrgauAUd5pG4ArgA/NbDYwBhjZTnzJwCHnXEOz4yNa+4BmditwK0B6ejrLli0L5PsiIayysnJA/xw/2ue/7b8wLpI3c8r49pP/4CtTo09Y/0v2HqawrJ4bsmD58uUnrN9ADfT7Q46l+0Hao/tD2qJ7Q/qT3kwmWxuf5gJscz/+YaaVzYe5mdkQ/NXMscAh4CUzu9E596yZXQc8bGbRwDtAUzL4APBbM1sPbAQ+8d5rq+9A4vYfdO5J4EmAmTNnuvnz57fWTPqQZcuWMZB/ju++tpGE6AJ+c8sFDPv7Vv7w4S4uP/tkvnDK8F7v+3Cjjx/8aimnjxnC7VfOCckhrgP9/pBj6X6Q9uj+kLbo3pD+pDeTyTyOVgfBXw0saKNNnjdsdRBwAH+F8Coz+xUwGPCZWS2wH9jlnCsGMLNXgbnAs865lcA87/iFwEQA51w5cLN33IBd3iOujfhKgMFmFuFVJ1uLW6RfWrmzlNljhxIRHsb3L5nMur0HufeVjUwbPoixKfG92veSrUUUltXy84UnhWQiKSIiIiLH6s05k2uALG9l1CjgOmBRizaLOLpQzlXAEuc3zzmX6ZzLBH4D/MI59yj+4a1nmlmclxieD2wBMLM072s0/iGyT3ivBzdbjfXrwPtegtlqfM45Byz14sGL7/We+7aIhKZ9ZbXklFQxZ1wyAJHhYTz65RlEhBu3P7eO2sO9O3/ypbW5pCVGM3+S9pUUERER6Qt6LZn0qnp3AG/jT/hedM5tMrOfmdmXvGZP4Z8jmQ3cDRy3fUiLa67GvzDOOvxDVsPwhpkC95jZFuBT4A3n3BLv+BRgk5ltxb9y653txeed833gbi+uZC9OkX5tZU4JAHPGJx85NnxwLA9fcxqbC8v52Zube63voopalm4r5ooZI4kI1/a3IiIiIn1Bbw5zxTm3GFjc4thPmj2vBa7u4Br3tXj9U+CnrbS7B7inleMrgaxA4/OO5+Bf7VVkwFi5s5RBsZFMzUg65vi5k9P41ufG88TynZwxdigLT2t1PapueW1dPo0+x9UzR/b4tUVERESkd6gEICIArNhZypnjhhIWdvx8xe9dOJFZmUP4wasbyS6q7NF+nXO89HEep48ZwvjUhB69toiIiIj0HiWTIkLugWryDtYwd3zreztGhIfxyPUziIkM5/bn1lFT33PzJz/JPUR2USXXqCopIiIi0qcomRQRVu4sBWBus/mSLQ0bFMNvrj2N7UUV/HTRZz3W90trc4mNDOfzJ2D7ERERERHpOUomRYQVO0tISYhmQlr7w0zPmZjKHedO4MW1ebywZm+3+62pb+SNDYVcenIGCdG9OoVbRERERHqYkkmRAc45x8qcUuaMTw5of8e7LpjIvKwUfvTaZ3ywo7hbff/9s0Iq6xo0xFVERESkD1IyKTLA5ZRUsb+87sj+kh0JDzMev2EGE9ISuO3ZdWwpLO9y3y+tzWNMchyzxw7t8jVEREREJDiUTIoMcCsCmC/ZUmJMJH+6eRYJ0RHc/Kc1FJbVdLrfvaXVrMwp5erTRwZUERURERGR0KJkUmSAW7WzlOGDYhiTHNep8zIGxfKnm2dRWdfAzX9aQ3nt4U6d//LHuZjBFTM0xFVERESkL1IyKTKA+Xz++ZJnBjhfsqUpGUn87sYZZBdV8u1n13G40RfQeY0+x8sf5zEvK5Xhg2M73a+IiIiIBJ+SSZEBbM+Bag5U1XNGN+YszstK5ZdXnMyH2SX84NWNOOc6PGfFzhIKymq18I6IiIhIH6a1+EUGsLyD1QBkJsd36zpXzxxF3sEafvveDkYNiePOC7Labf/S2jwGxUZywZT0bvUrIiIiIsGjZFJkAMs/6F84Z8SQ7g81veuCLPIO1vDwP7YzYkgsV53eetWxrPowb23ax/WzRhETGd7tfkVERETLzYNfAAAgAElEQVQkOJRMigxg+YdqCDNIT4rp9rXMjF9ecTL7y2u595VPGZYUw9lZKce1W7Qhn/oGH1fPHNXtPkVEREQkeDRnUmQAyz9Yw7CkGCLDe+ZXQVREGI/f6N+D8lvPftzqHpQvfZzHlIwkpg1P6pE+RURERCQ4lEyKDGD5h2p6ZIhrc0nt7EG5pbCcT/PKuGam9pYUERER6euUTIoMYPmHanpla46MQbH88atH96Cs8PagfGltHpHhxsLTRvR4nyIiIiJyYimZFBmgGn2OfWW1jOilfR6nDk/i8Ru8PSifW0d1fQN/XZ/PgqnpDI2P6pU+RURERPorMxtqZu+a2Q7v65A22jWa2Xrvsag3Y1IyKTJAFVXU0uBzPT7MtblzJqbyiytO5oMdJVz5u5UcqKrn6tO18I6IiIhIF9wLvOecywLe8163psY5d5r3+FJvBqRkUmSAatoWpDeGuTZ3zcxR3Hl+FlsKy0lPimZeKyu8ioiIiEiHFgJPe8+fBi4LYiyAtgYRGbDyD/mTyZG9nEyCfw/KqIgwxqXEE9FDK8eKiIiI9EERZra22esnnXNPBnhuunOuEMA5V2hmaW20i/H6aAAecM79tRvxtkvJpMgA1ZRM9uYw1yZmxu3nTuj1fkRERERCXINzbmZbb5rZP4Bhrbz1o070Mdo5V2Bm44AlZrbRObezs4EGQsmkyACVf7CGIXGRxEXp14CIiIhIKHDOXdDWe2a238wyvKpkBlDUxjUKvK85ZrYMmA70SjKp8WYiA1RvbQsiIiIiIr1iEXCT9/wm4PWWDcxsiJlFe89TgLOAzb0VkJJJkQEq/2BNr20LIiIiIiI97gFggZntABZ4rzGzmWb2B6/NFGCtmW0AluKfM9lryaTGt4kMQM45Cg7VcLZWVhURERHpE5xzpcD5rRxfC3zde74COPlExaTKpMgAVFZzmKr6RlUmRURERKTLlEyKDEB53h6TSiZFREREpKuUTIoMQAUncFsQEREREemflEyKDEBNe0xqNVcRERER6SolkyIDUP7BGmIiw0iOjwp2KCIiIiLSRymZFBmAmvaYNLNghyIiIiIifZSSyX5mf3ktr6/PD3YYEuIKDmmPSRERERHpHiWT/czijYXc+fx69pZWBzsUCWH5SiZFREREpJuUTPYz505KA2DJ1v1BjkRCVe3hRkoq65VMioiIiEi3KJnsZzJT4hmXEs/SbcXBDkVClLYFEREREZGeoGSyHzp3chorc0qprm8IdigSgrQtiIiIiIj0BCWT/dC5k9Kob/CxcmdpUOMoqz7M48uyafS5oMYhx8o/6FUmlUyKiIiISDcomeyHZo0dQnxUOEu2FgU1jrc37eNXb21jY35ZUOOQYxUcqiHMYNigmGCHIiIiIiJ9mJLJfig6IpyzJqSwbFsxzgWvKlhcWQfAntKqoMUgx8s7VEN6UgyR4frPX0RERES6Tn9N9lPnTU4j/1AN2/dXBi2G4gp/Mrm7RNuUhJL8g9oWRERERES6T8lkPzX/yBYhwRvqqspkaMo/VKOVXEVERESk25RM9lPDBsUwNSOJpduCmEw2VSaVTIaMRp9jX1mtKpMiIiIi0m1KJvuxcyen8vGeg5RVHw5K/yVHKpMa5hoqiipqafA5bQsiIiIiIt2mZLIfO29yGo0+xwfZxe22O1hVzy//voWt+8p7tP/iijrCDEqr6imvDU5CK8c6si2IhrmKiIiISDcpmezHThs1hMFxkR3Om/zF4i38fnkOl/72A3702kZKvYpid9QebqSitoEpGUkA7FV1MiTkH/InkyNVmRQRERGRblIy2Y+FhxnnZKWyfFsxPl/rW4R8vOcgL32cx1fOHMO/zMnk+TW5zH9oGX/4IIf6Bl+X+24a4jorcyigeZOhoimZ1DBXEREREekuJZP93HmT0yitqufT/LLj3mv0OX666DOGJcVw7yWTue9L03jrznlMHz2Ef//bFu5/Y1OX+y2prAdgxpghgOZNhors/ZWkJUYTHx0R7FBEREREpI9TMtnPnTMxlajwMO5btImDVfXHvPfnj/byWX45P/r8lCPJRVZ6Ik/fPIurTx/JK+vyujzXscRbyXXM0DjSEqPZXaLKZCjYXFh+ZOixiIiIiEh3KJns54bGR/Ff109nc2E5Vz2x4sgwxwNV9Tz09jbmjk/mC6dkHHOOmXHjmWOoPezj9fUFXeq3aY/JlMRoMpPjVZkMAfUNPnYWVzJ1uJJJEREREek+JZMDwMUnDeOZr82mqKKOKx9fwfb9Ffzqra1U1TVw/5emYWbHnXPKyEFMyUjihTV7u9RnU2UyJSGKMclxmjMZArKLKjnc6FSZFBEREZEeoWRygDhjXDIvfnMOPue48ncreGFtLjeflUlWemKr7c2M62eP4rP8cj5rZb5lR4or60iKiSA6IpzMlHiKKuqorm/o7seQbthc6N/6ZWpG6z9zEREREZHOUDI5gEzJSOKV2+aSmhBNemIM3zk/q932C08bQUxkGH/5qPPVyZLKOlITowEYkxwHaBGeYNtSWE50RBiZyfHBDkVERERE+gElkwPMqKFxLL5zHm/fdQ6JMZHtth0UG8mlJ2fw+vqCTlcViyvqSEnwJ5NNycseDXUNqi2F5UwelkhEuP6zFxEREZHu01+VA1BMZDiD4tpPJJtcP3s0lXUNvPlpYaf6KKmsP1KZHO1VJnerMhk0zjm2aCVXEREREelBSialXTPHDGF8ajzPd3Koa/PKZFJMJMnxUT1WmVyxs4TLH/8ntYcbe+R6A8G+8loOVh9WMikiIiIiPUbJpLTLzLhu1mjW7T3E9v0VAZ1TU99IZV3Dkcok+OdN7i7pmcrk8m3FfLL3EDv2V/bI9QaCLd7iO0omRURERKSnKJmUDl0xYwSR4RbwQjwl3h6TqQlHk0n/XpM9U5nMKfFfZ0dRYMmtwJZC//dqslZyFREREZEeomRSOpScEM2F04bx2if5AQ0tLW5KJo+pTMZTUFbbI0NTc4r9FcntqkwGbHNhOaOGxpLUwaJLIiIiIiKBUjIpAbl+1mgOVR/m7U37OmxbXOFPJlOaVyZT/Ivw5B7o3lDXhkYfe71r7Ahw2K3AloJypgzTEFcRERER6TkRwQ5A+oa545MZNTSW5z/KZeFpI9ptW9JGZRL8K7pmpXd9qGX+oRoONzoiwoztA2yYa0XtYbKLKv2P4kp2FlUyIS2R/3PRJMLCrM3zqusb2FVaxRdPHX4CoxURERGR/k7JpAQkLMy/EM//e3sbu0uqyExpe+P7pspkckLUkWOZ3vYg3Z032TRfcu6EFD7YUUx1fQNxUf3nNnbOUVxZR3aRP1lsShyziyrZX153pF1UeBgjhsTyjy1F1B5u5KdfnIpZ6wnltn0VOAdTh6syKSIiIiI9p//8FS697urTR/Lrd7fz/Jpc7r1kcpvtSirrGBIXSWT40VHUg+OiGBQbye7uJpPF/vMvmpbO+9uL2VlUxckjB3XrmsHg8znyDtaQXVxxtNroPcprG460S4iOYHxaAmdPSGVCWsKRx6ghsYSHGf/+ty089eEuhg2K4VufG99qX02L70zVSq4iIiIi0oOUTErA0pJiOG9yGi9/nMe/XTjxmGSxueZ7TDaXmRzHntLuzZncVVLJoNhIzhg7FIDt+ytCOpmsb/Cxu7TquIQxp6SS2sO+I+1SEqIYn5rAF08dfkzSOCwpps2KI8CPLp1CUUUdD/x9K6kJ0Vx5+sjj2mwuLCMxOoKRQ2J75TOKiIiIyMCkZFI65frZo3h3837e27Kfi0/KaLVNSWX9MfMlm4xJjueT3IPd6n9XSRVjU+IZkxxPZHjozJusrGs4bljqzqJK9hyoptHnjrQbOSSWCWkJzB2ffEzSODguqp2rty0szHjo6lM4UFXH91/5lOSEKOZPSjumzZbCCiZnJLablIqIiIiIdJaSSemUc7JSGZYUw18+ym0zmSyuqOO0UYOPO56ZHMebnxZQ3+AjKqJrCwnnFFcxZ1wykeFhjEtJYMcJ3B7EOUdpVf0xFcadXuJYWFZ7pF1kuJGZHM+kYYl8/pQMJqQlMD7V/4iNCu/xuKIjwnnixtO59ver+PZz6/jLN87kVO/77/M5thaWc1UrFUsRERERke5QMimdEhEexjUzR/LI0mzyDlYzckjccW1KKuvarEz6HOQdrGZcakKn+66ub6CwrJZxqf7Ff7LSE9iQd6jzH6IDPp+joKzmuKGp2cWVHKo+fKRdXFQ441MTOHPcsVXG0UPj2hwC3FsSYyL5n6/N4srfreBr/7OGl2+by9iUeHIPVlNV38gUzZcUERERkR6mZFI67ZpZo3hkaTYvrs3j7gUTj3mvqq6B6vrG1udMpjSt6Nq1ZHJ3iX++5dgU/7kT0xN589PCLq/oerjRx54W8xk/yamh6L23qTnceKTd0PgoJqQmcMlJGcckjRlJMe1uyXGipSXG8PTNs7nqiZX8yx9X88ptc9lcUA6gZFJEREREepySSem0kUPimJeVyktrc7nz/CzCmyVUre0x2eToXpNdW9E1p8Q/pHWsty3JxHR/UpldVMkpI48fVttco8/x9qZ9bCooO5I47imtpqHZfMYRg2MZEmWcf/LoY5LGofFdm88YDONSE/jjV2dx/ZOruPlPazhjbDJhBpOGdX1vTxERERGR1iiZlC65ftYobntuHe/vKObcZgu+NO0xmZJwfAKWHB9FQnREl1d03eVtC9JU4cxK9ydI2/d3nEz+9r0d/Nd7OwgPM8YkxzEhNYGLpg0jKz2BCamJjEuNJz46gmXLljF//tQuxRcqThs1mMdvnMHXn17LpoJyJqQlEBPZ83M1RURERGRgUzIpXXL+lHTiosJZurXomGSyvcqkmT+R62plcldJFcMHxRwZ0jpmaBxR4WHs2N/+iq6f7D3IY0uzuXz6CB688pQuL/7Tl5w7KY0HrzyF7720QftLioiIiEiv6NW/qs3sYjPbZmbZZnZvK+9Hm9kL3vurzSyzxfujzazSzL7X7Nh3zWyTmX1mZn8xsxjv+Hlmts47/rSZRXjHB5nZG2a2wTvv5mbXajSz9d5jUbPjY714dnjx9Z1xjidIVEQYc8Yl88GOkmOON1UmU1uZMwmQmRzf5cpkTkkVY73Fd8C/GNC41Hh2FLW9omt1fQN3v7iBYUkx3L9w2oBIJJtcdfpInrppJt9tMa9VRERERKQn9Npf1mYWDjwGXAJMBa43s5bjB28BDjrnJgAPAw+2eP9h4O/NrjkC+A4w0zl3EhAOXGdmYcDTwHXe8T3ATd5ptwObnXOnAvOB/2yWHNY4507zHl9q1u+DwMPOuSzgoBentDAvK4VdJVXkHjiaHBZX1mNGm/MMxyTHkXugmoZGX6f6cs6RU1x5ZL5kk6z0RLa3U5n85eKt7C6t4qGrTyUpJrJTffYH509JP+57JiIiIiLSE3qzTDMbyHbO5Tjn6oHngYUt2izEnwQCvAycb97O6mZ2GZADbGpxTgQQ61Ue44ACIBmoc85t99q8C1zpPXdAonfdBOAA0NBW0F6787x48OK7LNAPPZDMm5gKwPs7io8cK66oY2hcFBFtbI2RmRxPg89RcKi21ffbcqCqnvLahiMruTaZmJZA3sEaquqO/5Eu21bEM6v2cMtZY5kzPrlT/YmIiIiISPt6c87kCCC32es84Iy22jjnGsysDEg2sxrg+8AC4MgQV+dcvpk9BOwFaoB3nHPveAlgpJnNdM6tBa4CRnmnPQoswp90JgLXOueaymIxZrYWf3L5gHPur/gT00POuabsJM+L8zhmditwK0B6ejrLli0L+JvTHzjnSI4xXl2xhRE1uwDYuruWWPO1+b04eMC/5caipSs4KSXw22/HQf95VYU7WbZsz5Hj9SX+H9MLby1n3KCji8xU1jt+/M8aRiQYs2P3s2xZUUD9VFZWDrifowRO94c0p/tB2qP7Q9qie0P6k95MJlvbgM8F2OZ+/MNMK71Cpb+x2RD81cyxwCHgJTO70Tn3rJldBzxsZtHAOxytPl4ErMdfbRwPvGtmHzjnyoHRzrkCMxsHLDGzjUB5AHH7Dzr3JPAkwMyZM938+fNba9avLTjwKX/bWMjZ884hIjyM32z6J5lJEcyf3/LfDfymlNfyy4/eY9CICcyfkxlwP0VrcmH1pyw8b86RLUYARhVX8sgny0kcMZH5M/3/fuCc444/f0JVQw3PffMspg0fFHA//tVc5wfcXgYW3R/SnO4HaY/uD2mL7g3pT3pzmGseR6uDACPxVwdbbeMNWx2EfxjqGcCvzGw3cBfwQzO7A7gA2OWcK3bOHQZeBeYCOOdWOufmOedmA+8DO7w+bgZedX7ZwC5gsndOgfc1B1gGTAdKgMFNC/i0Ebd45mWlUlHbwIa8MsC/mmtrK7k2SUuMJiYyjN2dXIQnp6SKyHBjxODYY443reia3WwRntfXF/C3jYV8d8HETiWSIiIiIiISuN5MJtcAWd7KqFHAdfiHmza3iKML5VwFLPGSvnnOuUznXCbwG+AXzrlH8Q9vPdPM4ryhrecDWwDMLM37Go1/iOwT3nX3eu0ws3RgEpBjZkO8tphZCnAW/oV6HLDUiwcvvtd76pvS35w1IRkz+GBHMc45iivqWt1jsomZeSu6dm57kF0llYxJjj9uLmbTiq5Ni/AUHKrh/77+GTPHDOGb54zv/AcSEREREZGA9Foy6c05vAN4G3/C96JzbpOZ/czMmlZOfQr/HMls4G7guO1DWlxzNf6FcdYBG734n/TevsfMtgCfAm8455Z4x38OzPWGsL4HfN85VwJMAdaa2Qb8yeMDzrnN3jnfB+724kr24pRWDI6L4pSRg/lgRwmVdQ3UNfjarUwC3l6TnatM7iqpanNV0onpiWzfX4nP5/jeSxvw+Ry/vuY0wsNaG0UtIiIiIiI9oTfnTOKcWwwsbnHsJ82e1wJXd3CN+1q8/inw01ba3QPc08rxAuDCVo6vAE5uo88c/KvRSgDOyUrh8WU7ySn2VxtT2thjsklmcjxLtxbT6HMBJXyNPsfu0mrOnZTW6vsT0xNYtKGAx5Zms2JnKQ9ccTKjk+M6/0FERERERCRgA2cHd+k187JSafQ5Fm3wTy3tuDIZT32jj33lgW0PUnCohvoGX5uVyQlpiQD857vbuWBKGtfOGtVqOxERERER6TlKJqXbpo8eTHxUOK+vzwcCqUz6q4Z7SgKbN5njtRuXmtDq+xPT/ceT46P45RWn0HwFYBERERER6R1KJqXbIsPDmDM+hZLKeiCAyqRXYQx03mROsX+l1rYqk2OS4/niqcP5zXWnddi3iIiIiIj0DCWT0iPOmZgCQJjBkLi2V3MFyEiKISoiLOAVXXeVVJEYHdHmKrHhYcYj109nXlZq54IWEREREZEuUzIpPaIpkUtOiO5wUZ2wMGP00Dh2B5hM5hRXMTY1XsNXRURERERCiJJJ6RGZyXGMHBLb4XzJ5u33BDDMtaiilo92HWD6qMHdDVFERERERHpQr24NIgOHmfF/vzAVn88F1H5McjwfZpfgnGu34vj0it0c9vm4+ayxPRWqiIiIiIj0ACWT0mMumjYs4LaZyXHUHvZRVFFHelJMq22q6hp4dtVeLp42jMw2Ft8REREREZHg0DBXCYoxyd6Kru1sD/LCmlzKag5z6znjTlRYIiIiIiISICWTEhSZXjLZ1rzJw40+nvpwF7MzhzJ99JATGZqIiIiIiARAyaQExfDBMUSEWZsrui7eWEj+oRpVJUVEREREQpSSSQmKiPAwRg1tfUVX5xy/X57D+NR4zpucFoToRERERESkI0omJWjGJLe+1+Q/s0vZXFjON88ZT1gHe1aKiIiIiEhwKJmUoMlMjmdPaTXOHbudyO/f30laYjQLpw8PUmQiIiIiItIRJZMSNGOS46isa6C0qv7IsRU7S/hgRwlfPSuT6IjwIEYnIiIiIiLtUTIpQXN0RVf/UNfiijrufH4941PjuWlOZhAjExERERGRjiiZlKAZkxwHwO6Sahp9jjuf/4SK2sM8fsPpxEdHBDk6EREREZHQYWZXm9kmM/OZ2cx22l1sZtvMLNvM7u3NmJRMStCMHBJHmPkrk799bwcrdpbys4UnMWlYYrBDExEREREJNZ8BVwDvt9XAzMKBx4BLgKnA9WY2tbcCUvlHgiYqIowRQ2J589NCdpVWceWMkVwzc1SwwxIRERERCTnOuS0AZu3udjAbyHbO5XhtnwcWApt7IyZVJiWoMpPjySmpIistgZ9fNi3Y4YiIiIiI9KYIM1vb7HFrD19/BJDb7HWed6xXqDIpQTUxPZGP9xzk8RtmEBel21FERERE+rUG51x78x3/AQxr5a0fOedeD+D6rZUtXSvHeoT+epeg+rcLJ3LL2WMZPjg22KGIiIiIiASVc+6Cbl4iD2g+b2wkUNDNa7ZJyaQEVVxUhCqSIiIiIiI9Yw2QZWZjgXzgOuDLvdWZ5kyKiIiIiIiEODO73MzygDnA38zsbe/4cDNbDOCcawDuAN4GtgAvOuc29VZMKgmJiIiIiIiEOOfca8BrrRwvAC5t9noxsPhExKTKpIiIiIiIiHSakkkRERERERHpNCWTIiIiIiIi0mlKJkVERERERKTTlEyKiIiIiIhIpymZFBERERERkU5TMikiIiIiIiKdpmRSREREREREOk3JpIiIiIiIiHSakkkRERERERHpNCWTIiIiIiIi0mlKJkVERERERKTTlEyKiIiIiIhIp5lzLtgx9AtmVgzsCXYc0m0pQEmwg5CQpftDmtP9IO3R/SFt0b0xsJ3mnIsIdhA9pd98kGBzzqUGOwbpPjNb65ybGew4JDTp/pDmdD9Ie3R/SFt0bwxsZrY22DH0JA1zFRERERERkU5TMikiIiIiIiKdpmRS5FhPBjsACWm6P6Q53Q/SHt0f0hbdGwNbv/r5awEeERERERER6TRVJkVERERERKTTlEyKiIiIiIhIpymZlD7NzEaZ2VIz22Jmm8zsTu/4UDN718x2eF+HeMdvMLNPvccKMzvVOx5jZh+Z2QbvOve30+dbZnbIzN5scXysma32+nzBzKJ687NLx0Ls/rjDzLLNzJlZSm9+bmldiN0Pz5nZNjP7zMz+aGaRvfnZpWM9dX80u164mX3S8mffos1N3nV3mNlNzY7/h5nlmlllb31eCVyo3BtmFmdmfzOzrV4cD/Tm5xa/UPn5e8ffavb/nifMLLy3PnfAnHN66NFnH0AGMMN7nghsB6YCvwLu9Y7fCzzoPZ8LDPGeXwKs9p4bkOA9jwRWA2e20ef5wBeBN1scfxG4znv+BHBbsL8/A/0RYvfHdCAT2A2kBPt7MxAfIXY/XOpdx4C/6PdF8B89dX80u97dwJ9b/uybvT8UyPG+DvGeN13vTC+eymB/X/QInXsDiAPO9dpEAR8AlwT7+9PfH6Hy8/feS/K+GvAK3t+dwXyoMil9mnOu0Dm3znteAWwBRgALgae9Zk8Dl3ltVjjnDnrHVwEjvePOOdf0L8CR3qPV1amcc+8BFc2PmZkB5wEvt+xTgidU7g/v+CfOud098LGki0LsfljsXccBHzVdW4Knp+4PADMbCXwe+EM7XV4EvOucO+Bd513gYu/aq5xzhT312aR7QuXecM5VO+eWen3UA+vQ745eFyo/f+/a5V6bCPz/oBD0lVSVTEq/YWaZ+Ks/q4H0pv8Re1/TWjnlFuDvzc4PN7P1QBH+/4hXd6L7ZOCQc67Be52H/xeNhIgg3x8SYkLlfvCGt37l/7d3NyFWlWEAx/+PDYlgMAkSFkXkKhjMCAyshbUxRLRNm6LowzZS0aKvVbUoiCSQIhfiKgoKq0VtaiFFUi0qslII1BSKoA/LGrAEm6fF+w5dp3G8Z+51zhnn/4OHOfc9X+99zzP33Pd8XeC92cyvc2PQ/AC2A48BEzOs5jLg+57X7jfmga7kRkSMUq562NPoDWggXdj+EfE+Zd8zzn8nMVpjZ1LnhYhYSjnd/3DPUZuZpr+J8g/++GRZZv6TmaspR5DWRMRYkypMU9b60SIVHcgPdUjH8mEH8FFm7p3l/BqyQfMjIjYCP2fmF2ebdZoy9xsd1pXciIgRyuXxL2bmd31WXwPqyvbPzPWUS28XU66Ka5WdSc179cj+W8Brmfl2Lf4pIlbU8SsoR3Amp19Fubxgc2Yem7q8zDwOfAjcEhHXR8S+GptmqMavwGj9gIfyBfPHAd+ahqAj+aGO6FI+RMRTwHLK/TPqgCHlxw3Apog4CrwO3BwRr06THz8Al/es3v1Gh3UsN3YCBzNz+9DfqKbVse1PZv4NvEO51LZdZ7up0jC6HJSjN68A26eUb+P0m6Kfr8NXAIeAtVOmXw6M1uEllJvaN86w3nX8/4Eauzn9ATxb226fhR5dyo+ecUfxATwLPh+ALcAnwJK228UYbn6cbdv3jFsGHKE8YOPiOrxsyjQ+gKcD0aXcAJ6hdGoWtd0uCyW6sv2BpcCKOs0I8AbwQOvt03YFDGOQAG6knPr/GthXYwPlHsY9wMH6d/JDeBfwe8+0n9fyVcCXdTn7gSdnWOde4BfgL8rRo/W1/CrKgzQOUTqWi9tun4UeHcuPh+rrU5QjjLvabp+FFh3Lh1PA4Z5ln3EZxvzKjynLXMcZvjDW8ffWfcYh4J6e8udrvkzUv0+33T4LObqSG5QzVEl5AMzksre03T7ne3Ro+18CfFbrcQB4CRhpu32iVk6SJEmSpL55z6QkSZIkqTE7k5IkSZKkxuxMSpIkSZIaszMpSZIkSWrMzqQkSZIkqTE7k5Ik9SkiRiNiax2+NCLebLtOkiS1xZ8GkSSpTxFxJeW3wcZarookSa0babsCkiTNI88BKyNiH+WHqq/OzLGIuBu4FbgAGANeAC4E7gROAhsy87eIWAm8DCwHTgD3Z+a3c/82JEkanJe5SkNqeo0AAAD3SURBVJLUvyeAw5m5Gnh0yrgx4HZgDfAscCIzrwU+Be6q0+wEHszM64BHgB1zUmtJks4Bz0xKkjQcH2TmODAeEX8A79byb4BVEbEUWAvsjojJeRbPfTUlSRoOO5OSJA3HyZ7hiZ7XE5T97SLgeD2rKUnSvOdlrpIk9W8cuGg2M2bmn8CRiLgNIIprhlk5SZLmkp1JSZL6lJnHgI8jYj+wbRaLuAO4LyK+Ag4Am4dZP0mS5pI/DSJJkiRJaswzk5IkSZKkxuxMSpIkSZIaszMpSZIkSWrMzqQkSZIkqTE7k5IkSZKkxuxMSpIkSZIaszMpSZIkSWrsXwr1LPIIMz1gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "def MUvsMU(dut1, dut2):\n",
    "    print(dut1+' vs '+dut2)\n",
    "    \n",
    "    # Fetch data\n",
    "    columns = [\"Time\", \"3458A\"]\n",
    "    DUT_one=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut1+\"-3458A.csv\", usecols=columns)\n",
    "    DUT_two=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/\"+dut2+\"-3458A.csv\", usecols=columns)\n",
    "\n",
    "    # Use datetime as index\n",
    "    DUT_one[\"Time\"] = pd.to_datetime(DUT_one[\"Time\"], unit='ms')\n",
    "    DUT_one = DUT_one.set_index(pd.DatetimeIndex(DUT_one[\"Time\"]))\n",
    "    DUT_one = DUT_one.drop('Time', axis=1)\n",
    "    DUT_one = DUT_one.rename(columns={\"3458A\": \"one\"})\n",
    "\n",
    "    # Resample to one daily value\n",
    "    daily_one = DUT_one.resample(\"d\").median()\n",
    "\n",
    "    DUT_two[\"Time\"] = pd.to_datetime(DUT_two[\"Time\"], unit='ms')\n",
    "    DUT_two = DUT_two.set_index(pd.DatetimeIndex(DUT_two[\"Time\"]))\n",
    "    DUT_two = DUT_two.drop('Time', axis=1)\n",
    "    DUT_two = DUT_two.rename(columns={\"3458A\": \"two\"})\n",
    "    daily_two = DUT_two.resample(\"d\").median()\n",
    "\n",
    "    # Join one and two based on day\n",
    "    both = daily_one.join(daily_two, on=\"Time\")\n",
    "    both= both.dropna()\n",
    "    both[\"diff\"] = abs(both[\"one\"] - both[\"two\"])\n",
    "\n",
    "    #Print some stats\n",
    "    print(\"Both were measured on \"+str(len(both))+\" days:\")\n",
    "    print(\"Max diff=\"+str(both[\"diff\"].max())+\" \\\n",
    "    Mean=\"+str(both[\"diff\"].mean())+\" \\\n",
    "    Std=\"+str(both[\"diff\"].std()))\n",
    "\n",
    "    # Conversion functions for secondary Y-axis\n",
    "    def to_ppm(x):\n",
    "        return (x-both[\"diff\"].mean())/.00001\n",
    "\n",
    "    def from_ppm(x):\n",
    "        return x*.00001+both[\"diff\"].mean()\n",
    "\n",
    "    # Set up a plot\n",
    "    plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.grid()\n",
    "    ax.set(xlabel='time', ylabel='difference (V)', title=dut1+' vs '+dut2)\n",
    "    ax.plot(both[\"diff\"])\n",
    "\n",
    "    # Set up a secondary Y-axis\n",
    "    secax = ax.secondary_yaxis('right', functions=(to_ppm, from_ppm))\n",
    "    secax.set_ylabel('difference (µV/V)')\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu3\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu4\")\n",
    "MUvsMU(\"ADRmu1\", \"ADRmu9\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu12\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu11\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu6\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu15\")\n",
    "MUvsMU(\"ADRmu9\", \"ADRmu20\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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